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from __future__ import annotations
from typing import Any, Protocol
class VisionCaptioner(Protocol):
def generate_caption(self, image_path: str, found_location: str = "", staff_note: str = "") -> dict[str, str]:
...
class TextReasoner(Protocol):
# Staff-side matching and message drafting are required of every adapter.
# The claimant conversation is real-mode only: MiniCPM5 additionally
# implements ``claim_chat(conversation, user_message, guidance)``. Mock mode
# answers from the deterministic planner in ``conversation.plan_turn``; see
# services.claim_chat_step.
def match_claim(self, claim: dict[str, Any], items: list[dict[str, Any]]) -> dict[str, Any]:
...
def draft_message(self, claim: dict[str, Any], item: dict[str, Any] | None = None) -> str:
...